Airtable + Gumloop Podcast-to-Newsletter Machine 2026
Podcast to newsletter automation finally works in 2026. Build an Airtable + Gumloop machine that turns a 55-minute episode into a publish-ready newsletter...
Chapter 1: Why Podcast-to-Newsletter Automation Finally Works in 2026 If you tried to build a podcast repurposing system in 2022, you know why it failed. Transcription was expensive and inaccurate. Language models had 4,000-token context windows, so a 55-minute episode had to be chopped into a dozen chunks, summarized separately, and stitched back together — losing every callback, every running joke, every "as I mentioned earlier." Automation platforms could move data between apps but couldn't reason about it. You ended up with a pipeline that produced a first draft worse than what a competent intern would write in twenty minutes,...